CN108829470A - For increasing the dedicated user interface and process that interact with position bulletin/preferably position user in social networks - Google Patents

Abstract

The technology using position correlation enhancing availability and e-sourcing efficiency is disclosed herein.In some embodiments, the list of the preferred job vacancy of predetermined quantity is generated for the member of social networking system.The list can be transmitted to the device of user to present in the user interface on device.The user interface allow member browse and each predetermined quantity is provided the list shortage of preferred job vacancy and the instruction of the correlation of member and shortage correlation the reason of instruction.The instruction for lacking correlation and reason is provided based on user, generates the relevance evaluation of the modification to each of multiple job vacancies.Being suitble to the list of the preferred job vacancy of the predetermined quantity of member can regenerate and be transmitted to device.

Description

It is interacted for increasing with position bulletin/preferably position user in social networks Dedicated user interface and process

Technical field

Present application relates generally to machine learning, and in a specific example, are related to based on by one or more special It is adjusted in real time from the input data that one or more devices of one or more users receive by social networks system with user interface The method and system for the position correlation data that blanket insurance is held.

Background technique

Social networking system, such as LinkedIn, what can be issued on social networking system at least partially by it is available It is successful or useful to measure it that the ability of interests is generated in member (for example, potential position is candidate) in position list or bulletin Property.Generate that how many interests may depend on many factors in member, process and calculation including for example matching member and position bulletin The validity of method and the quality (for example, ease for use or uniqueness) that the user interface of matching process result is disclosed to member.

Detailed description of the invention

By attached drawing, as an example rather than limitation shows some embodiments of the present disclosure, it is in attached drawing, similar with reference to mark Number indicate similar components.

Fig. 1 is the block diagram for showing the client-server system according to an example embodiment.

Fig. 2 is the block diagram of the functional unit of the social networking service in the networked system shown according to an example embodiment.

Fig. 3 is the block diagram for showing the framework 300 of the preferred position system according to an example embodiment.

Fig. 4 is the block diagram for showing the component of the preferred position back-end system according to an example embodiment.

Fig. 5 is the block diagram for showing the component of the emergence position back-end system according to an example embodiment.

Fig. 6 is the exemplary method of the relevance evaluation of member's real time modifying position announcement data for social networking system.

Fig. 7 is the exemplary method that emergence position is transmitted to the selected member of social networking system.

Fig. 8 is that the screen for notifying user to be suitble to the example user interface of the mark of one group of preferred position of user is cut Figure.

Fig. 9 is the screenshot capture for the example user interface for offering the recognized list of preferred position to user.

Figure 10 is the screen section for another example user interface for offering the recognized list of preferred position to user Figure.

Figure 11 is for showing to user about the preferred position for why selecting the position as user from candidate position Opinion example user interface portion screenshot capture.

Figure 12 is why one of user to user has identified that the correlation of preferred position provides negatively for prompting user The screenshot capture of the example user interface of the reason of assessment.

Figure 13 is to include that the notice of position correlation data handled in real time is sent to user to respond the anti-of user's offer The screenshot capture of the example user interface of feedback.

Figure 14 is the screenshot capture that the example user interface of empty preferred position queue is shown to user.

Figure 15 is the identification for communicating in the user interface and transmits the example user interface of emergence position to member Screenshot capture.

Figure 16 is the block diagram for showing the mobile device according to some example embodiments.

Figure 17 is the frame in the example computer system that methods described herein wherein can be performed according to an example embodiment Figure.

Specific embodiment

Open exemplary method and system using position correlation enhancing availability and e-sourcing efficiency.For the ease of saying It is bright, a large amount of specific particulars of middle proposition are described below, example embodiment is well understood with providing.But this field Technical staff know with will be clear that, implementable the present embodiment without these details.

In the exemplary embodiment, by being mentioned based on the Real-time Feedback received from one or more members of social networking system The preferred position back-end system of position search result and position recommendation is for example improved for the real-time adjustment of position correlation data Each subsystem for improving social networking system, without executing offline (such as overnight) processing, such as Hadoop processing.

In the exemplary embodiment, preferably position back-end system is from the front end system executed on one or more client terminal devices System, which receives, related have been announced by one or more positions that one or more user interfaces have shown to one or more users Positive (such as " more like in this way ") and negative (such as " not like this ") signal.Then, preferably position back-end system provides in real time One or more front end systems are input to, realize the real-time update of user interface comprising having from one or more members are received Close the feedback of the correlation of position bulletin.

In the exemplary embodiment, preferably position back-end system includes one for showing to member about available position sky The path of result benchmark is provided in the various user environments of scarce information (for example, Application Program Interface and Relational database table Lattice).Such user environment may include, for example, dedicated preferred position environment, wherein by one or more dedicated user interfaces to The member of social networking system shows preferred position, as described herein.Such user environment may also include position search environment, The position correlation data wherein collected by preferred position back-end system is used to enhance to offer by position search system front end The position board search result (for example, being with or without query word and/or place screening washer or facet) of search is initiated.Such use Family environment may also include position and recommend environment, wherein the position recommendation offered by position recommender system front end or " you may feel The position of interest " is based on the correlation data enhancing collected by preferred position back-end system or modification.Such user environment can wrap Candidate Recommendation environment is included, wherein " your the possible interested candidate " that shows by Candidate Recommendation front end system to recruitment person Based on the correlation data enhancing collected by preferred position back-end system or modification.Such user environment may include alarm environment, Wherein the member of social networking system will receive emergence position-for example, the new position-especially relevant with member notice, such as It is described herein.

In the exemplary embodiment, preferably position back-end system including " visitor " use-case or uses browser ID/ session tracking It is used without the subscriber signal of the non-member or member that log in social networking system.

In the exemplary embodiment, preferably position front end system include for show be determined as it is most related to user (for example, base In the application of relevance algorithms) predetermined quantity position bulletin and for collecting the feedback in relation to having determined that correlation from user One or more dedicated user interfaces.Then, feedback is transmitted to preferred position back-end system to the preferred of predetermined quantity Position bulletin is adjusted in real time.Then, preferably position front end system modification dedicated user interface one or more aspects with Reflection correlation adjustment immediately.

In the exemplary embodiment, the social networking system user of certain percentage may be to be satisfied with its current employment state Very qualified job hunter.These users may be unwilling to take a lot of time browsing, the position of research or more current public affairs It accuses.However, and if public in the attractive information for offering to announce about highly relevant position to them, and with regard to position When accusing the clear option interacted with social networking system, what these users may will not interact in script with social networking system In the case of select to do so.

In the exemplary embodiment, it is (such as tens of thousands of daily to be configured to a large amount of new positions bulletins of analysis for emergence position back-end system It is a or more) and from the conference of each especially relevant (for example, using preferred position back-end system) for being announced with a large amount of positions User is identified in member group (such as several hundred million users or more), and (such as 24 hours) notify those to know in predetermined time period Other user position highly relevant with it.In the exemplary embodiment, emergence position back-end system can integrate duty for each user Offline (such as Hadoop) processing of position correlation data and real-time collecting are simultaneously maintained at data storage cell in on-line storage In other enhancing position correlation datas to enhance the position correlation data of each user.In the exemplary embodiment, it bursts Position back-end system is integrated into including for concentrating communication marketing activity across multiple back-end systems (including position recommender system) In the communication marketing activity platform of logic.Therefore, in the exemplary embodiment, communication marketing activity platform can be determined using by bursting The notice that position back-end system generates replaces the notice for recommending back-end system to generate by position to pass to each user.

In the exemplary embodiment, emergence position front end system be configured to generate or transmit one or more user interfaces with to User offers about the notice for having identified emergence position.In the exemplary embodiment, notice can be used one or more decorations to mend It fills, including being identified as the opinion of the reason especially relevant with user why about emergence position and recommended user takes Movement (for example, saving the position introduced in position or position applied for bulletin).

In the exemplary embodiment, the list of the preferred job vacancy of predetermined quantity is generated for the member of social networking system. The generation of the list is based on the initial relevance for member to each of the multiple job vacancies announced on social networking system Assessment.The list can be transmitted to the device of user to present in the user interface on device.The user interface allows meeting Member browses and provides the instruction and shortage of the list shortage and the correlation of member of the preferred job vacancy of each predetermined quantity The instruction of the reason of correlation.The instruction for lacking correlation and reason is provided based on user, is generated to the every of multiple job vacancies The relevance evaluation of a modification.The generation of the relevance evaluation of modification includes based on the instruction modification for lacking correlation and reason Weight relevant to one or more attributes of multiple job vacancies.The relevance evaluation of modification adjust in real time (for example, without from Line processing).The application of the relevance evaluation of modification includes the list that the preferred job vacancy of predetermined quantity is regenerated for member And the list regenerated is transmitted to the device of user to present in the user interface.

In the exemplary embodiment, multiple members of social networking system are identified as related to new position bulletin.The identification Including use each of more multiple members of offline batch processing Member Information data or social network data at least one with Specified attribute value in position bulletin.Position bulletin is identified as the preferred of each subset of multiple members relevant to new position Position bulletin.It includes on line data storage of the access comprising enhancing correlation data that position bulletin, which is identified as preferred position bulletin, Unit.Enhancing correlation data includes the correlation by one or more of multiple members with regard to attribute value specified in position bulletin Property provide Real-time Feedback.To have identified that each of multiple members have identified that subset generates the dedicated notification of preferred position bulletin. The generation of dedicated notification includes generating the one or more decorations being included in notice.Decoration include about the position bulletin why by It is identified as one or more visual indicators of one or more reasons of the preferred position bulletin of member.Dedicated notification is included in Plan in the communication for being sent to user within the scope of the predetermined time.

In the exemplary embodiment, one or more modules are integrated in social networking system, and the one or more module is special One or more computer processors of door configuration (for example, passing through computer programming logic) social networking system execute herein One or more operations.

Fig. 1 is the block diagram for showing the client-server system 100 according to an example embodiment.Networked system 102 passes through Network 104 (for example, internet or wide area network (WAN)) provides server side functionality for one or more clients.Fig. 1 shows Out, for example, the World Wide Web client 106 (such as browser) executed on relative client machine 110 and 112 and programming client End 108.

Application programming interfaces (API) server 114 and Web server 116 are coupled to one or more application server 118 and provide it programming and web interface.Application server 118 is equipped with one or more application program 120.Application service Device 118 is shown coupled to the one or more database servers for promoting the access to one or more databases 126 again 124.Although application program 120 is shown in Fig. 1 to form the component part of networked system 102, but it is to be understood that alternative In embodiment, application program 120 can form the component part with the separate and different service of networked system 102.

Although the disclosure is not limited to certainly in addition, system shown in FIG. 1 100 uses client-server architecture In this framework, but can equally be applied completely in for example distributed or peer-to-peer architecture system.Various application programs 120 It can also be achieved to not necessarily have the standalone software programs of networked capabilities.

World Wide Web client 106 accesses various application programs by the web interface that Web server 116 is supported 120.Similarly, programming client 108 is provided each by the programming interface access application 120 that API server 114 provides Kind service and function.

Fig. 1 is also shown in the third party application 128 executed on third-party server machine 130 and passes through API server 114 programming interface provided have the programmatic access permission to networked system 102.For example, the third party application 128 can benefit With the information retrieved from networked system 102, support by the one or more features or function on the website of third party's trustship.It should Third party website can for example provide the one or more functions that the related application of networked system 102 is supported.

In some embodiments, any website mentioned herein may include can be presented on various devices it is online in Hold, including but not limited to, desktop PC, laptop and mobile device are (for example, tablet computer, smart phone Deng).In this respect, user can be used any of these devices and carry out feature using the disclosure.In some embodiments, user can be Accessed in mobile device (any of machine 110,112 and 130 can be mobile device) using mobile application with it is clear Look at online content, such as any online content disclosed herein.Mobile Server (such as API server 114) can be with movement Using and using the journey business communication of device 118 so that the feature of the disclosure can be used on the mobile device.In some embodiments, networking system System 102 may include the functional unit of social networking service.

Fig. 2 is shown according to some embodiments of the present disclosure for social networking system used in social networking system 210 The block diagram of 210 functional unit.In some embodiments, functional unit resides at the application server 118 in Fig. 1.However, pre- Phase other configurations are also within the scope of the present disclosure.

As shown in Fig. 2, front end assemblies, including preferred position front end system 212, emergence position front end system 214 and its His front end system 216 may include receiving to request and transmit from various client computing devices to be suitably responsive to requesting client device Subscriber interface module（Such as Web server）.For example, subscriber interface module, which can receive, takes hypertext transfer protocol (HTTP) request or the request of other Application Programming Interface (API) request forms based on WWW.In addition, it is possible to provide Hui Yuanjiao Mutual detection module 218 is to detect the different application of member and presentation, the various interactions of service and content.As shown in Fig. 2, When detecting specific interactive, member's interaction detection module 218 can be by the interaction, including type of interaction and related with interaction What metadata, is recorded in member's activity and behavior database 256.

It may include one or more various application server modules using logical layer, they combine subscriber interface module, make Various user interfaces (such as webpage) are generated with the data retrieved from the various data sources in data Layer.According to some embodiments, Application server module is for realizing the various application programs provided to social networking service and/or the relevant functionality of service. In some example embodiments, using logical layer include preferred position back-end system 220, emergence position back-end system 222 and Other back-end systems 224.

As shown in Fig. 2, data Layer may include several databases, such as the database 252 of data on file data, including The data of Member Information data and various tissues (such as company, school etc.).Meet some embodiments, when someone initially infuses When volume becomes the member of social networking service, it will be prompted to this person and some personal information, such as his or her name, age be provided (such as date of birth), gender, interest, contact details, local, address, member spouse and/or household name, education background (for example, school, profession, admission and/or date of graduation etc.), employment history, technical ability, professional association etc..This information is stored in example In database 252.Similarly, when a tissue is represented as organization registration social networking service, the generation may be prompted Table provides certain information about tissue.This information is storable in such as database 252 or another database (not shown). In some example embodiments, (for example, from the background or offline) data can be handled to generate datas derived from various. For example, if a member provides the various posts and ranks and tenure duration served as about it in same company or different company Information, this information can be used for that reasoning or obtain indicates that the whole qualification of the member is horizontal or qualification in specific company is horizontal Member Information attribute.In some example embodiments, it imports or otherwise accesses from one or more hosted outsides The data of data source can enhance the data of member and tissue.For example, especially for company, it can be outside one or more Data source imports financial data, and becomes the component part of company profile.

Once registration, member can invite other members, or be invited by other members, be connected by social networking service." even Connect " bilateral agreements that may require or indicate member, so that two members can confirm establishment of connection.Similarly, according to some " concern " another member may be selected in embodiment, member.Compared with establishing connection, the concept of " concern " another member is usually Unilateral operation, and at least according to some embodiments, do not need the confirmation for being concerned member or approval.When member's concern is another When one member, concern member can be received by being concerned member's publication, or related to the various activities that member carries out are concerned State update (for example, in activity or content stream) or other message.Similarly, when a member pays close attention to a tissue, The qualified reception of the member represents the message of tissue publication or state updates.For example, represent the tissue publication of member's concern Message or state update in the individuation data feeding that will appear in member, commonly referred to as active flow or content stream.In any feelings Under condition, member stores and is maintained at social graph with other members or the various associations established with other entities and object and relationship It is interior, database 254 is shown as in Fig. 2.

When member interacts with various application programs, service and the content provided via social networking system 210, can be traced The interaction and behavior (for example, the content checked, the link of selection or button, the message of reply etc.) of member, and can record or deposit Storage information relevant to the activity and behavior of member, for example, as shown in the database 256 in Fig. 2.Then, the activity of this record Information can be used by preferred position system 220.

In some embodiments, database 252,254 and 256 can be coupled in the database 126 in Fig. 1.However, other Configuration is also within the scope of the present disclosure.

Although it is not shown, in some embodiments, social networking system 210 provides Application Programming Interface (API) module, answer The various data and service that can be provided or be safeguarded by social networking service via the module accesses with program and service.For example, making With API, application program can request and/or receive one or more navigation and recommend.Such application program can be based on browsing The application program of device, it is specific to be also possible to operating system.Specifically, some application programs can be with Mobile operating system One or more mobile devices (for example, phone or tablet computing device) on be resident and execute.Although in addition, in many situations Lower application program and service using API may be the entity exploitation and maintenance by operation social networking service, remove data-privacy Outside problem, nothing can prevent API from being provided to the public or certain third parties according to particular protocol, so that navigation recommendation can It make sures for third party application kimonos.

Although front-end and back-end system is described herein as in social networking service environment, it is contemplated that also can be any It is used in website or online service environment.In addition, though the feature of the disclosure can be used or be presented in web environment, it is contemplated that appoint What user interface view (for example, user interface on mobile device or desktop software) is within the scope of the present disclosure.

Fig. 3 is the block diagram for showing the framework 300 of the preferred position system according to an example embodiment.Implement in some examples In example, front end system, including preferred position system front end 302 or search system or position recommender system front end 304 are to preferred duty Position back-end system 220 provides feedback.Position recommends ranking 318 that can initially be generated by position recommender system rear end 316, and searches for knot Fruit ranking 320 can initially be generated by search system rear end 314.These rankings initially generated can be based on preferred position back-end system 220 feedbacks received and the enhancing position for being stored in data storage cell 312 and being safeguarded by preferred position System Back-end 220 Correlation data 322 is (as described below) to carry out in real time ranking again.Then, front end system 212 and 218 can will ranking again in real time It is integrated in one or more user interfaces and is presented on one or more devices of the user of networked system 102.

Framework 300 is provided as example embodiment.It is expected that framework 300 as described herein can be changed and still in Within the scope of the present disclosure.

Fig. 4 is the block diagram for showing the component of the preferred position back-end system 220 according to an example embodiment.In some implementations In example, preferred any combination for including one or more modules of position back-end system 220, for example, candidate selecting module 410, after Processing module 420, Real-time Feedback module 430, memory module 440 and subscriber interface module 450, and one or more databases 460.Module 410,420,430,440 and 450 and database 460 can reside with memory and at least one processor (not Show) machine on.In some embodiments, module 410,420,430,440 and 450 and database 460 can be coupled to Fig. 1's In application server 118 (for example, as one or more application program 120).In some example embodiments, database 460 are integrated in the database 126 of Fig. 1 and may include any combination of one or more databases 252,254 and 256 of Fig. 2. It is contemplated, however, that module 410,420,430,440 and 450 and the other configurations of database 460 be also at the scope of the present disclosure it It is interior.

In some example embodiments, one or more of module 410,420,430,440 and 450 is configured to for example lead to It crosses and is communicated via network 104 with social networking system 210 using wired or wireless connection, execute various communication functions to promote this Functionality described in text.Any combination of one or more of module 410,420,430,440 and 450 can also be provided various ten thousand Net services or functionalities are tieed up, such as retrieve information from third-party server 130 and social networking system 210.By module 410,420, 430, the information of any of 440 and 450 retrievals may include the use of the social networking service corresponding to social networking system 210 The data at family and member.

In addition, any combination of one or more of module 410,420,430,440 and 450 can provide various data function Can, for example, with database 460 or server exchange information.For example, any of module 410,420,430,440 and 450 can Access include the data from database 460 Member Information, and from the data of Member Information extract attribute and/ Or characteristic.In addition, one or more of module 410,420,430,440 and 450 can access social graph number from database 460 Accordingly and member activity and behavioral data, and with third-party server 130, client machine 110,112 and other information source Exchange information.

In some example embodiments, candidate selecting module 410 was configured to during the first pass stage, was modified initially by rear The rear end pattern query of a generation in end system 220,314 or 316 is configured to respond from user (for example, via front end 212 Or 218) the input received.In the exemplary embodiment, user's input includes one or more search terms.The model initially generated is looked into Ask configuration search term and one or more facets based on one or more.The effect for modifying pattern query configuration is to most nascent At interrogation model execute first pass with hold after submission inquiry before improve to the rear end of data storage cell 312 inquire essence Exactness.Therefore, since the interrogation model initially generated, candidate selecting module 410 is improper to ensure to remove using candidate's selection It is candidate to be announced with the only interested position of retrieval user's most probable.In the exemplary embodiment, candidate selection includes from candidate collection Screen the company that blacklist is added in user.This screening can be by that will negate that the pattern query configuration that initially generates of clause insertion is held Row.In the exemplary embodiment, source field (for example, coming from storage unit 312) identification and a table in pattern query configuration Show to include company in the blacklist of user.For example, the entry of a such as following entry can be added to the mould initially generated Type query configuration is with the company of the screening addition blacklist from the result returned when submitting and inquiring.

Sample pattern query configuration：

{

"name": "blacklisted_company",

"classname": "com.linkedin.liar.query.processors.TermQueryProcessor",

"sourceField": "member_feedback.blacklisted_companies",

"targetField": "company",

"parameters": {

"occur": "MUST_NOT"

}

}

In the exemplary embodiment, the company that blacklist is added in user is based on from user because uncorrelated to user via user interface solution The company identifier extracted identifys and stores in data storage cell 312 for after preferred position system in the position bulletin removed 220 access of end.

Post-processing module 420 is configured to, and in post-processing stages, abandons the reason of position is announced by what user specified to meeting Position attribute (for example, post and rank, geographical location etc.) carry out subtracting power.It in the exemplary embodiment, is relevant to position bulletin every A position attribute creation post-processing plug-in unit.Each value of post-processing plug-in unit total position attribute abandons quantity.For example, being used for duty The plug-in unit of rank will amount to the quantity for each post and rank (for example, " civil engineer " or " mechanical engineer ") that user abandons.Showing In example embodiment, post-processing plug-in unit is punished to the positions of these position attribute values is met using the weight based on exponential disintegration Score with position.

For example, post-processing module 420 can be total if user abandons position J1, J2 JN for the reason of post and rank T1 The post and rank abandons the number (N) of position to meter user for this reason.For meeting all positions of post and rank T1, post-processing module 420 can subtract its score the multiplication factor of e**-N.Definite function for subtracting power can be determined by application machine learning algorithm Or it is specified (for example, being arranged as preference) by administrator or user.In this way, position attribute is weighed with specific subtract Position by finally reduce to 0.0 score.Identical logic is applied to weighting position by reversion, to 1.0 score positive growth.

Real-time Feedback module 430 is configured to combine greater number of signal in the extended correlation analysis stage, and not only It is front signal (such as " more like in this way ") or negative signal (such as " not like this "), such as member's activity and behavioral data 256, including application for appointment, article interaction, feeding interaction, comment announce, link share etc..Real-time Feedback module 430 also provides Support to enhancing query rewrite.

In the exemplary embodiment, when user abandons a position, there may be multiple reasons, such as company not felt emerging Interest, post and rank mismatch or qualification mismatches.Real-time Feedback module 430 is configured to clearly inquire original when user abandons a position Cause.In the exemplary embodiment, position bulletin retrieval and inquisition is rewritten to lose interest in or mismatch to be directed to specifically mention with user Attribute value candidate biasing retrieval.In the exemplary embodiment, Real-time Feedback module 430 using by from take movement since when Between the preference clearly stated the candidate reflection user that ensures to screen of the decay function that weights.In the exemplary embodiment, if certain A position bulletin abandoned reaches predetermined threshold, other positions for meeting the standard will be completely removed from candidate collection and are announced. However, position bulletin may be re-lowered to lower than threshold value and be included into result finally as decay function comes into effect.

As an example, imagining a user as Google " software engineer-data mining ".What this user abandoned Recommendation is UX researcher's post and rank.In the exemplary embodiment, which can be explicitly indicated post and rank mismatch.In retrieval and inquisition, Real-time Feedback module 430 clearly adds decay to us for the quantity of documents of expected post and rank UX researcher.This will ensure in future Recommendation in such position it is less.As the user continues to abandon the position with this post and rank, such position quantity will sharply subtract It is few.Once reaching threshold value, which will not see UX researcher's position again.Whole process occurs in real time-for example, for user The feedback that the next call recommended can be received in conjunction with before is retrieved, individual processed offline is not necessarily to.

As the extension of the above method, Real-time Feedback module 430 includes that user passes through the reality that Real-time Feedback module 430 captures When interaction performance interest more positions.

As another example, position interaction can be used as feedback abundant as user interacts improvement search knot Fruit.The available data of abandoning of Real-time Feedback module 430 are (for example, from position recommender system front end 218 or preferred position front end 212) and search retrieval and inquisition is supplemented to reduce the search result for sharing the position bulletins attribute abandoned at family with delimiter.Together When, Real-time Feedback module 430 can consider that user may be except its range the fact that search inquiry.Therefore, Real-time Feedback module 430 to help to understand inquiry using inquiry-data similarity measurement how related with user (for example, based on data 252, social graph data 254 or member's activity and behavioral data 256).Real-time Feedback module 430 further account for member's activity and Behavioral data 256 and social graph data 254, such as user is with regard to the interaction of the progress such as data feeding, company's page, to use User interest supplemental queries.

Memory module 440 is configured to support creation, obtains, deletes and update database manipulation (for example, via API, such as Rest.li API).Memory module 440 is configured to allow for finding feedback data project (for example, by owner).Implement in example Example in, find feedback data project can be limited to particular time range, such as last modification time, this can provide useful data with The interest of each member or visitor are target.Each feedback data project can be the association of different feedback kinds.For example, anti- Presenting data items can be related with the end user's input announced from position, and may include the movement that position is announced, user takes (abandoning or interested) announces the reason of taking the movement (post and rank, function, qualification level, tissue, place or use to this position The input at family) and the position whether patronage environment in display (for example, the position is based on to operator's branch of networked system The entity of payment is offered to user).In the exemplary embodiment, each feedback data project with include the owner (such as user) Unique resource title and associated from the data-base recording (such as in database 460) for increasing feedback indicator symbol.In example reality It applies in example, last modification time has local index type to support the feedback within the scope of fast retrieval time.

Subscriber interface module 450 is configured to provide various user interface functionalities, such as generates user interface, by generation It is transmitted to user interface interaction one or more devices (for example, being transmitted to front end 212 or 218) of user, receives to use by oneself The information (for example, interaction with user interface) at family etc..Various modes can be used to present for information, including visual display information and (for example, audio, tactile etc.) is exported using other devices.Similarly, information can be received via various modes, including alphabetical number Word input or the input of other devices are (for example, one or more touch screens, camera, touch sensor, optical sensor, infrared ray pass Sensor, biosensor, microphone, gyroscope, accelerometer, other sensors etc.).In some example embodiments, Yong Hujie Face mould block 450 is configured to receive user's input.For example, the producible one or more GUI elements of subscriber interface module 450 (for example, Drop-down menu, optional button, the text field) it is inputted for user to submit.

Fig. 5 is the block diagram for showing the component of the emergence position back-end system 222 according to an example embodiment.In some implementations In example, emergence position back-end system 220 includes any combination of one or more modules, for example, position bulletin intake module 510, offline first pass correlation module 520, online second time correlation module 530, dedicated notification generation module 540, marketing Active communications module 550, and one or more databases 560.Module 510,520,530,540 and 550 and database 560 can It resides on the machine with memory and at least one processor (not shown).In some embodiments, module 510,520, 530, it 540 and 550 can be coupled in the application server 118 of Fig. 1 with database 560 (for example, as one or more application program As 120).In some example embodiments, database 560 is integrated in the database 126 of Fig. 1 and may include one of Fig. 2 Or any combination of multiple databases 252,254 and 256.It is contemplated, however, that module 510,520,530,540 and 550 and data The other configurations in library 560 are also within the scope of the present disclosure.

In some example embodiments, one or more of module 510,520,530,540 and 550 is configured to for example lead to It crosses and is communicated via network 104 with social networking system 210 using wired or wireless connection, execute various communication functions to promote this Functionality described in text.Any combination of one or more of module 510,520,530,540 and 550 can also be provided various ten thousand Net services or functionalities are tieed up, such as retrieve information from third-party server 130 and social networking system 210.By module 510,520, 530, the information of any of 540 and 550 retrievals may include the use of the social networking service corresponding to social networking system 210 The data at family and member.

In addition, any combination of one or more of module 510,520,530,540 and 550 can provide various data function Can, for example, with database 560 or server exchange information.For example, any of module 510,520,530,540 and 550 can Access include the data from database 560 Member Information, and from the data of Member Information extract attribute and/ Or characteristic.In addition, one or more of module 510,520,530,540 and 550 can access social graph number from database 560 Accordingly and member activity and behavioral data, and with third-party server 130, client machine 110,112 and other information source Exchange information.

Position bulletin intake module 510 is configured to receive a large amount of new position bulletins (for example, tens of thousands of daily).Offline first All over correlation module 520 can be configured to identification to each of receive new position and announce the multiple of relevant social networking system 210 Member.Online second time correlation module 530 can be configured to the correlation data based on enhancing, including receive in real time from multiple members The feedback data of collection adjusts the total relevance scores of each member.Dedicated notification generation module 540 can be configured to as user's life At the dedicated notification for having identified preferred position.Marketing activity communication module 550 can be configured to for dedicated notification being integrated to and social activity In the associated centralized communication platform of network system 210.

Fig. 6 is the exemplary method of the relevance evaluation of member's real time modifying position announcement data for social networking system 600.In the exemplary embodiment, method 600 by preferred position System Back-end 220 one or more modules or preferred position system One or more modules of front end 212 execute.In operation 610, the preferred position of member is selected from multiple candidate position bulletins Announce list.In the exemplary embodiment, which is limited to some maximum quantity (for example, daily 10) in some time cycle. In this way, user can be encouraged to access social networking system in each time cycle to see whether being that the member identifies other preferably Position bulletin.In the exemplary embodiment, the initial relevance score of each candidate position bulletin can be calculated (for example, based on user The matching of the attribute of data, behavior, social networks or preference data and each candidate position bulletin).

In the exemplary embodiment, the matching score that each attribute of position bulletin can be calculated, for example, it is contemplated that emolument, required Technical ability, educational requirement, be hired by recruitment company member social network relationships number, recruitment company work member it is current Alumnus's number of company, member current company work recruitment company alumnus's number, with the said firm offer position it is associated Trend score, before member to some instructions of the interest of the position of the said firm's publication (for example, whether being saved before member One or more positions of the said firm's publication), the number of the position issued before member subscription the said firm, the office worker of the said firm it is total Several growth rate, professional domain of the said firm (for example, absorbed business scope) etc..Then, each matching score is carried out Weighting (for example, member's preference, administrator preferences or the member's feedback received before based on one or more) and total are with determination Initial relevance score.Then, the preferred candidate of the predetermined quantity more than initial relevance threshold value may be selected as the excellent of member Select position.In the exemplary embodiment, the correlation that can be announced based on position improves the correlation of specific position bulletin, so that recently Similar job vacancy bulletin have higher correlation.In the exemplary embodiment, it can exclude in some time interval (such as 24 Hour) in the position of not no correlation do not consider as preferred position.

In the exemplary embodiment, initial relevance threshold value can be based on the identification for being provided to member in some time cycle It is preferred that the mobility of position.For example, it is contemplated that initial relevance threshold value can to the initial relevance score of each candidate position bulletin Based on being enough to allow to identify the preferred duty of identification of preferred position at least once a week for the member of some percentage (such as 75%) The mobility of position is arranged.In the exemplary embodiment, initial relevance threshold value can be based on the related and correlation received from user Score assesses the ratio with negatively assessing compared to the front of the correlation of position bulletin to determine.For example, initial relevance threshold value It can be determined as at least one relevance scores based on positive/negative feedback ratio to be arranged.In the exemplary embodiment, front assessment Member subscription be can be as the position of bulletin theme or member and save position bulletin, and negatively assessed and be can be member and abandon duty Position bulletin (being with or without assignable cause).

In operation 620, list is transmitted to offer in the dynamic user interface of client terminal device to member.Implement in example In example, when access social networking system (for example, the application program executed via Web-browser or on client terminal device) When, member can receive the notice for identifying multiple preferred positions for it, and may prompt member accesses dynamic user interface To check their (see, for example, Fig. 8).The affirmative activation of response prompt, with dynamic user interface may can be offered to member. In the exemplary embodiment, dynamic user interface is the user interface of carousel formula or card pack stack, respectively user as shown in Figure 9 Interface or user interface shown in Fig. 10.

In operation 630, the candidate position public affairs for generating modification are interacted with the one or more of dynamic user interface based on member The relevance evaluation of announcement.

In the exemplary embodiment, the information about first preferred position is presented as card stack in dynamic user interface Topmost a card or first carousel project.User can be by streaking topmost a card or currently the carousel item that selects Mesh browses preferred position.Therefore, user can jump to next from a preferred position, without providing to the interest of project Any instruction.In the exemplary embodiment, why the information about each preferred position selects from candidate position bulletin if can provide The one or more opinions or reason of the preferred position.For example, the information can indicate whether that expected emolument meets the emolument preference of user Or experience level based on user or academic user meet the qualification of the position.In the exemplary embodiment, this can be offered to user The abstract of class opinion, and can provide a user interface elements and select the position as excellent for user to allow user's access related The more complete information for the reason of selecting position.

In the exemplary embodiment, project or access of the user in browsing user interface are announced about one or more positions More complete opinion when behavior may may also will not be used to adjust for project relevance scores (for example, depend on use The importance that family or administrator preferences or machine learn from past user behavior).In addition, every card or carousel project can Including user interface elements to allow user for example, by providing the front (for example, " preservation ") for the interest that member announces position Instruction or negative (for example, " being not suitable for me ") instruction, interact with each project presented in dynamic user interface.It is this receiving When instruction, the one or more between the user data and position bulletins attribute of adjustable member match score, or it is adjustable and The associated one or more weights of score are matched, as described above.

In the exemplary embodiment, when providing front or the instruction of negative interest, user can be prompted to provide one for instruction Or multiple reasons.In the exemplary embodiment, one or more reasons have been selected from the attribute that position is announced.For example, can prompt It is positive or negatively interest expression most important whether one or more attributes that position bulletin is specifically designated in user provide for user Reason, or whether have Another reason.This generic attribute may include any attribute as described herein, for example, post and rank, place, experience Level, educational background, emolument, technical ability, relationship feature are (for example, the relationship with the social networks of user, corporate networks or school web Number), user with recruitment company relationship number (for example, user before save or applied position associated with recruitment company, use Whether pay close attention to the said firm etc. in family), company is the clerk total of some increases time cycle (such as six months), company's position becomes Gesture score (for example, several rates were checked based on some time cycle such as last week), company's professional domain, the reputation of company (for example, Based in some time cycle such as last week mentioned on social networks bulletin in included company number), company at some when Between period for example preceding 52 weeks share prices, industry associated with company, company size (for example, user whether be preceding 10,50 or One of 100 employees) etc..

In the exemplary embodiment, can the preference based on user preference or machine learning to reason carry out ranking, such as with mesh There are mark user the other users of similar data to offer behavior when reason prompts to it.In the exemplary embodiment, to user Offer selected reason subset (for example, ranking first five the reason of) to select for user.In the exemplary embodiment, reason comments the name can The clearly investigation participated in based on user.

In operation 640, in real time using the relevance evaluation of modification to modify preferred position bulletin list.For example, if The relevance scores of the preferred position selected before determining when adjustment matching score or weight no longer meet relevance scores threshold value, The position may be removed from the preferred position list of meeting.On the other hand, if other one or more candidate positions of investigation instruction Meet relevance scores threshold value now, which other candidate positions may be added to preferred position list (vacation If having not exceeded the predetermined maximum number of the preferred position of some time cycle).It in the exemplary embodiment, can be in dynamic subscriber circle An option is provided a user in face to check or remove the feedback items submitted before.It, may when removing feedback items Adjustment matching score or weight associated with the project again.In the exemplary embodiment, if do not had in predetermined time cycle Promising user identifies preferred position, the feedback items submitted before user may be prompted to remove, this will relax again as user's knowledge The standard of not preferred position.

Fig. 7 is the exemplary method 700 that emergence position is transmitted to the selected member of social networking system.In example embodiment In, method 700 by emergence position System Back-end 222 one or more modules or burst one of position system front end 214 or Multiple modules execute.

In operation 710, a large amount of new position bulletins (for example, tens of thousands of daily) are received.In the exemplary embodiment, via comprising One or more positions in the front end layer of social networking system 210 announce user interface or via crawl in company's site The position bulletin of publication receives position bulletin from one or more recruitment persons.Position bulletin intake module 510 can be by position Bulletin is stored in one or more databases 560.

In operation 720, multiple members of social networking system 210 are identified as and each of receive new position bulletin phase It closes.In the exemplary embodiment, the determination of correlation is determined based on first pass correlation, including executes one or more offline (examples Such as Hadoop) batch processing is with the member of each member of each attribute of determination each position bulletin and social networking system 210 The matching score of data, including at least one data 252, social graph data 254 and member's activity and behavioral data 256 and each member be directed to position bulletin total relevance scores, as described in above in relation to Fig. 6.

In operation 730, the correlation data based on enhancing, including the feedback data from multiple member's real-time collectings, adjustment The total relevance scores of each member.Feedback data may include other members for the front of the correlation of position bulletin or bear Face instruction, and the reason of front or negative instruction, as described in above in relation to Fig. 6.In the exemplary embodiment, online second time phase Closing property module 530 identifies multiple subsets for having identified member, and position bulletin is that preferred position is announced for which.In example reality It applies in example, preferably position bulletin is the position bulletin more than relevance threshold, is such as described in detail above in relation to Fig. 6.

In operation 740, each member for having been identified as preferred position for some position bulletin generates dedicated notification.In example In embodiment, dedicated notification includes that one or more visions the reason of position bulletin is identified as the preferred position of user refer to Show symbol.The visual indicator can correspond to one or more opinions associated with the position, including be discussed above in relation to Fig. 6 Any of one or more opinions.In the exemplary embodiment, dedicated notification is integrated to related to social networking system 210 In the centralized communication platform of connection.In the exemplary embodiment, marketing activity communication module 550 can be from social networking system 210 One or more back-end systems receive message and determine the priority of message to pass to member.In the exemplary embodiment, it seeks Pin active communications module 550 can be configured to (for example, the preference specified by member) periodically (for example, daily or weekly) generate and The message that transmission is recommended comprising position associated with the member bulletin.In the exemplary embodiment, when determination has been that user's identification is preferred When position, recommend the message of rear end planned before can be by the position about the preferred position for having been identified as user corresponding to position Related specific messages are announced to replace.In the exemplary embodiment, if the message planned before will not be in time (for example, knowing In 24 hours of not preferred position) user is passed to, marketing activity communication module 550 can determine to be sent to member comprising emergence duty The new traffic of position notice.In the exemplary embodiment, emergence position front end 214 is that specific messages generate user interface and transmitted To marketing activity communication module 550.

Fig. 8 is the screen for notifying user to be suitble to the example user interface 800 of the mark of one group of preferred position of user Screenshot.In the exemplary embodiment, preferably position system front end based on user to the access of social networking system and be user know Example user interface 800 is offered in the identification of the preferred position back-end system of at least one other preferred position.In the exemplary embodiment, Notice specifies identified preferred position quantity and the user interface elements for accessing preferred position list (for example, " checking me Preferred position ").In addition, user interface may include the information about position preference, position preference was updated including user's last time Date, and the user interface elements (for example, " update ") for accessing position preference.Position preferences user interface (not shown) The weight of feedback or clearly specified position attribute that permissible user submits before checking or removing and the matching point for influencing attribute Several values (as described above) or its associated weight.In the exemplary embodiment, " preferably position " notice can be with position recommendation list one It is same to offer (for example, recommended rear end to generate by position and recommended front end to offer by position).However, this position recommendation list may not Comprising selected preferred position (for example, they may be optimal in remaining), can be based on not including user feedback data It or is not the correlation data ranking generated in real time, or the weight including sponsored listings is (for example, the advertiser based on position bulletin The expense of payment), therefore the correlation that position is recommended may be accurate without preferred position list.In addition, with preferred position list It compares, position recommendation list may include the position bulletin low with End-user relevance (for example, being no more than the duty of initial relevance threshold value Position bulletin).

Fig. 9 is the screenshot capture for the example user interface 900 for offering the recognized list of preferred position to user.? In example embodiment, after user interface 900 is offered by preferred position system front end to respond user to preferred position system is checked End is that the preferred position of user's identification expresses the instruction of interest.In the exemplary embodiment, user interface 900 can be a card The user interface of stacking-type, every card in storehouse correspond to an identified preferred position.In the exemplary embodiment, often Opening card may include a unshowned user interface elements (for example, skipping button or link), to allow user's browsing preferred Position is without providing front or the instruction of negative interest.In the exemplary embodiment, the information presented on every card can be The abstract of information about position bulletin, for example, post and rank, recruitment company, position place etc..In the exemplary embodiment, abstract is gone back It may include one or more opinions in relation to selecting the reason of position is as preferred position for user, the day including issuing position Phase, user how many parties currently recruitment company work, user qualification how to correspond to job requirement (for example, through Test horizontal or educational background), about the successful information of company (for example, growth rate, share price etc.).

In the exemplary embodiment, related position coverage rate and member's covering at least can be offered to user for some opinions The information of rate.For example, for emolument opinion, position coverage data may specify receive advertisement emolument or higher emolument take office in The associate of the certain percentage of advertisement function.Member's coverage data of emolument opinion, which may specify, receives advertisement emolument or more High emolument take office in recruitment company certain percentage social networks member.As another example, for skills match Opinion, position coverage data may specify percentage coverage of the technical ability with respect to technical ability needed for position of target user.Technical ability is shown in Member's coverage data of solution may specify the social network user of the certain percentage of technical ability needed for possessing one or more.Showing In example embodiment, coverage data may include precision measurement.Therefore, as an example, for skills match opinion, position covering Rate data may specify technical ability needed for user possesses the position of 45% coverage rate in the case where 80% accuracy, but in 95% accuracy In the case where only 18% coverage rate；Therefore, in highlight user data specify technical ability and position bulletin in technical ability it Between matching accuracy.

In the exemplary embodiment, the subset (for example, scheduled quantity) of opinion can be shown to user and can be provided for user Option checks complete opinion set with the unitary part in user interface.

In the exemplary embodiment, every card includes and provides negatively to assess for the correlation to position bulletin and user User interface elements (for example, " being not suitable for me ") and the use assessed for the correlation offer front to position bulletin and user Family interface element (for example, " preservation ").The correlation of position bulletin is specified as one in these user interface elements of activation Front or when negative assessment, the matching score or weight of associated attribute can be announced with position for user's adjustment.In example In embodiment, when receiving the assessment of position bulletin, corresponding card can be removed from card stack.

Figure 10 is the screen for another example user interface 1000 for offering the recognized list of preferred position to user Curtain screenshot.In the exemplary embodiment, user interface 900 is offered by preferred position system front end to respond user to checking preferred duty Position System Back-end is that the preferred position of user's identification expresses the instruction of interest.In the exemplary embodiment, user interface 1000 can be with It is the user interface of a carousel formula, each project in carousel corresponds to an identified preferred position.Implement in example In example, user can roll carousel project to browse preferred position without providing front or the instruction of negative interest.In example reality It applies in example, just as the card in example user interface 800, the information presented in each carousel project be can be about position The abstract of the information of bulletin, for example, post and rank, recruitment company, position place etc..In the exemplary embodiment, abstract may also include and have One or more opinions that the reason of position is as preferred position is selected for user are closed, date, user including issuing position How many parties currently recruitment company work, user qualification how to correspond to job requirement (for example, experience level or Educational background), about the successful information of company (for example, growth rate, share price etc.).In the exemplary embodiment, it can show and see to user The subset of solution simultaneously can provide option for user and check complete opinion set with the unitary part in user interface.Implement in example In example, each carousel project includes for providing the user interface elements negatively assessed to position bulletin and the correlation of user (for example, " being not suitable for me ") and for providing the user interface elements of front assessment to position bulletin and the correlation of user (for example, " saving position ").When the front for activating one in these user interface elements correlation with specified position bulletin Or when negatively assessing, the matching score or weight of associated attribute can be announced with position for user's adjustment.In example embodiment In, when receiving the assessment of position bulletin, corresponding carousel project can be removed from carousel.

Figure 11 is for showing to user about the preferred position for why selecting the position as user from candidate position Opinion example user interface portion 1100 screenshot capture.It in the exemplary embodiment, can be to the position for making a choice Attribute carries out ranking (for example, matching score based on weighting) and offers to user.This generic attribute may include, for example, it is contemplated that firewood Reward, required technical ability number, experience number, academic number, the relationship number for being hired by recruitment company, the user for being hired by recruitment company are current Alumnus's number of company, user current company work recruitment company alumnus's number, recruit company position trend score, Position number that user had saved issued as recruitment company, the growth rate of clerk total for recruiting company, row locating for company Industry (such as " building ") and the industry professional domain for recruiting company.

Figure 12 is why one of user to user has identified that the correlation of preferred position provides negatively for prompting user The screenshot capture of the example user interface 1200 of the reason of assessment.For example, example user interface 1100 allows member's selection excellent Select a subset of candidate reason (for example, the most likely reason of the machine learning of the past selection based on other users is from position Bulletins attribute identification).For example, identified position attribute set may include post and rank, place, qualification is excessively high or qualification is too low.So Afterwards, user may be selected and submit one to identify subset as the reason of abandoning the position from preferred position list.

Figure 13 is to include that the notice of position correlation data handled in real time is sent to user to respond the anti-of user's offer The screenshot capture of the example user interface 1300 of feedback, such as the preferred candidate reason that user selects and submits in response diagram 12 Subset.In the exemplary embodiment, a user interface elements, such as runner are presented to user, duty is being recalculated with instruction Position correlation data.

Figure 14 is in the example user interface 1400 for wherein showing empty preferred position queue to user.In such case It is lower or be user abandoned within the time cycle of distribution all identified preferred positions or be system be based on from Remaining preferred position no longer meets preferred position relevance threshold before the received feedback in family has determined that in queue.In example reality It applies in example, user interface 1300 may include a user interface elements (for example, " removing feedback "), and user is allowed to access user circle The unitary part in face is to check or remove the feedback items that the preferred position that user lists for before is submitted.

Figure 15 is the identification for communicating in the user interface and transmits the example user interface of emergence position to member 1500 screenshot capture.In the exemplary embodiment, dedicated user interface includes the post and rank of position and the identification of company, and application Or save the option of position.Although being not shown in Fig.15, dedicated user interface may also include about the position be identified as with One or more opinions of the especially relevant reason of user are such as above described in more detail.

Example mobile unit

Figure 16 is the block diagram for showing the mobile device 1600 according to example embodiment.Running gear 1600 may include processor 1602.Processor 1602 can be any one of various types of market sale processor of suitable mobile device 1600 (for example, XScale architecture processor, the microprocessor without inner interlocked pipelining-stage (MIPS) architecture processor or another type The processor of type).Memory 1604, such as random access memory (RAM), flash memory or other kinds of memory, usually Processor 1602 is addressable.Memory 1604 can be suitble to storage program area (OS) 1606 and application program 1608, example The application program for having enabled shift position of location based service (LBS) can such as be provided a user.Processor 1602 can be direct Or it is coupled to display 1610 and one or more input/output (I/O) devices 1612 via intermediary hardware appropriate, for example, Keyboard, touch panel sensor, microphone etc..Similarly, in some embodiments, processor 1602 can be coupled to and antenna 1616 The transceiver 1614 of connection.Transceiver 1614 can be configured to via the transmission of antenna 1616 and receive cellular network signals, without line number It is believed that number or other kinds of signal, depending on the property of mobile device 1600.In addition, in some configurations, GPS receiver 1618 also receive GPS signal using antenna 1616.

Module, component and logic

Some embodiments are described herein as including logic or multiple components, module or mechanism.Module may make up software mould Block (such as the code for including on (1) nonvolatile machine readable media or in (2) transmission signal) or hard-wired module. Hard-wired module is the tangible unit for being able to carry out certain operations, and can be configured or set up in a manner.? In example embodiment, one or more computer systems (such as independent, client or server computer system) or one or Multiple processors can be operated by software configuration at hard-wired module to execute certain operations as described herein.

In various embodiments, hard-wired module can be realized according to mechanically or electrically submode.For example, hardware realization Module may include special circuit or logic, be for good and all configured to (for example, being configured to application specific processor, such as scene can compile Journey gate array (FPGA) or specific integrated circuit (ASIC)) execute certain operations.Hard-wired module may also include programmable Logic or circuit (for example, as being included in general processor or other programmable processors), are temporarily configured to by software Execute certain operations.It will be understood that mechanically by dedicated and permanent configuration circuit or passing through temporary configuration circuit (example As configured by software) realize that the judgement of hard-wired module can be pushed by cost and time Consideration.

Correspondingly, term " hard-wired module " should be understood as including tangible entity, either physically constitute, Permanent configuration (such as hardwired) or temporarily or briefly configuration (such as programming) be carry out in a manner operation and/or Execute certain operations as described herein.Consider the embodiment of temporarily configuration (such as programming) hard-wired module, hardware realization Each of module without configuring and illustrating at any one moment.For example, including using software in hard-wired module In the case where the general processor configured, general processor can be configured to corresponding different hard-wired mould in different time Block.Software correspondingly configurable processor, such as the module to be realized in a moment composition specific hardware, and when different It carves and constitutes different hard-wired modules.

Hard-wired module can provide to/from other hard-wired modules/receive information.Correspondingly, hardware is real Existing module is regarded as coupling in communication.In the case where multiple such hard-wired modules exist simultaneously, communication (for example, proper circuit and bus by connecting hard-wired module) can be transmitted by signal to realize.In different time In the embodiment for configuring or illustrating multiple hard-wired modules, the communication between such hard-wired module can for example pass through The storage and retrieval of information in the memory construction of multiple hard-wired module Internet access is realized.For example, one hard The executable operation of the module that part is realized, and the output of the operation is stored in the memory device for communicating with coupling.Separately One hard-wired module then may have access to memory device in the time later, store output to retrieve and process.Hardware realization Module can also initiate and input or the communication of output device, and resource (such as information aggregate) can be operated.

The various operations of exemplary method as described herein can at least partly by one or more processors, (it be temporarily configured (such as pass through software) or permanently it is configured to execute coherent operations) it executes.It either temporarily or permanently configures, this kind of place Reason device may make up processor and realize module, be operated to execute one or more operations or function.Mould mentioned in this article Block may include that processor realizes module in some example embodiments.

Similarly, method described herein can at least partly be that processor is realized.For example, at least the one of the operation of method Part can realize module by one or more processors or processor to execute.The execution of certain operations, which can be distributed in, not only stays It stays in individual machine but also between the one or more processors across the deployment of multiple machines.In some example embodiments, One or more processors can be located in (such as in home environment, working environment or server zone) single location, and at it In his embodiment, processor can be distributed in multiple positions.

One or more processors can also be operated using the support " phase in cloud computing environment or as " software services " The execution of dry run.For example, at least part of operation can be by one group of computer (example as the machine for including processor) It executes, these operations are via network (such as internet) and via one or more appropriate interfaces (such as application program Interface (API)) it is addressable.

Electronic equipment and system

Example embodiment by Fundamental Digital Circuit or by computer hardware, firmware or software or can pass through their group It closes to realize.Computer program product can be used to realize, such as in information carrier, such as machine readable media in example embodiment The computer program physicallying include is executed for data processing equipment, such as programmable processor, computer or multiple computers Or control its operation.

Computer program can be write by any type of programming language (including compiling or interpretative code), and it It can be disposed by any form, including as stand-alone program or as module, subroutine or be suitable for calculating environment Used in other units.Computer program can be deployed in a computer or at a website or be distributed in multiple stations It is run on point and the multiple computers for passing through interconnection of telecommunication network.

In the exemplary embodiment, operation can be executed by one or more programmable processors operation computer program, To execute function by being operated to input data and generating output.Method operation can also by dedicated logic circuit Lai It executes and the equipment of example embodiment can be realized as dedicated logic circuit, such as field programmable gate array (FPGA) or dedicated Integrated circuit (ASIC).

Computing system can include client and server.Client and server is generally remote from each other, and is usually passed through Communication network is crossed to interact.Client and the relationship of server are by running on corresponding computer and being mutually of client End-relationship server computer program generates.Deployment programmable computer system embodiment in, it will be understood that hardware and Software architecture is worthy of consideration.Specifically, it will be understood that be by permanently configuring hardware (such as ASIC), by temporarily matching Hardware (such as combination of software and programmable processor) or permanent and temporarily configuration hardware combination are set to realize some function The selection of energy property can be design alternative.The hardware (such as machine) set forth below that can be disposed in each example embodiment and soft Part framework.

Example machine framework and machine readable media

Figure 17 is the frame in the example computer system 1700 that methods described herein wherein can be performed according to an example embodiment Figure.In an alternative embodiment, machine is operated as self-contained unit, or can connect (such as networking) to other machines.? In networked deployment, machine can be operated in server-client network environment with the ability of server or client computer, or It is operated in equity (or distributed) network environment as peer machines.Machine can be personal computer (PC), plate PC, set-top box (STB), personal digital assistant (PDA), mobile phone, web devices, network router, interchanger or bridge joint Device can run any machine for specifying the instruction (successively or other modes) for the movement taken by that machine.This Outside, although only showing individual machine, term " machine " will also be understood to include respectively or one group of combined operating is (or more Group) it instructs to execute any set of the machine of any one or more of methods described herein.

Example computer system 1700 includes processor 1702 (such as central processing unit (CPU), graphics processing unit (GPU) or both), main memory 1704 and static memory 1706, communicate with each other via bus 1708.Department of computer science System 1700 may also include pattern displaying unit 1710 (such as liquid crystal display (LCD) or cathode-ray tube (CRT)).Department of computer science System 1700 further includes alphanumeric input device 1712 (such as keyboard or contact sensitive display screen), user interface (UI) navigation device 1714 (such as mouses), storage unit 1716, signal generating apparatus 1718 (such as loudspeaker) and Network Interface Unit 1720.

Machine readable media

Storage unit 1716 includes machine readable media 1722, stores embody either one or two of methods described herein or function thereon Or one or more groups of instruction and data structures (such as software) 1724 that are multiple or being used by it.Instruction 1724 can also be by counting Calculation machine system 1700 is complete during running or at least partly resides in main memory 1704 and/or in processor 1702, main Memory 1704 and processor 1702 also constitute machine readable media.

Although machine readable media 1722 is shown as single medium, term " machine readable media " in the exemplary embodiments The single medium or multiple media for being understood to include the one or more instruction 1724 of storage or data structure (such as collect Chinese style or distributed data base and/or associative cache and server).Term " machine readable media " will be also believed to comprise Any tangible medium can be stored, encoded or be carried for the instruction (such as instruction 1724) executed for machine, and Make any one or more of machine execution disclosed method, can either close for being used by this kind of instruction or with it The data structure of connection is stored, encoded or is carried.Term " machine readable media " correspondingly will be understood to comprise but unlimited In solid-state memory and light and magnetic medium.The specific example of machine readable media includes nonvolatile memory, such as partly leads Body memory device, such as electric programmable read-only memory (EPROM), Electrically Erasable Programmable Read-Only Memory (EEPROM) and flash Memory device；Disk, such as internal hard drive and removable hard disk；Magneto-optic disk；And CD-ROM and DVD-ROM CD.

Transmission medium

Instruction 1724 can also be sent or receive by communication network 1726, using transmission medium.Instruct 1724 usable networks Any of interface arrangement 1720 and multiple well-known transport protocols (such as HTTP) transmission.The example packet of communication network Include local area network (" LAN "), wide area network (" WAN "), internet, mobile telephone network, plain old telephone service (POTS) network With radio data network (such as WiFi and WiMax network).Term " transmission medium " will be understood to comprise can be for for machine Instruction any intangible medium for being stored, encoded or being carried that device executes, and including digital or analog communication signal or its His intangible medium is to promote the communication of this software.

It, will be it is clear that can be to these embodiments although describing an embodiment referring to specific example embodiment It carry out various modifications and changes, without departing from the broad spirit and range of the disclosure.Correspondingly, the specification and drawings will be by Regard illustrative and not restrictive as.The attached drawing of its component part is constituted as illustrating and noting limit, and show wherein can be real Apply the specific embodiment of this theme.Describe illustrated embodiment in detail, sufficiently to enable those skilled in the art to implement Theory disclosed herein.It is available and therefrom obtain other embodiments, so that structure, logic displacement and change can be carried out, and do not have Have away from the scope of the present invention.Therefore, this detailed description is not meant to be interpreted as being limited, and the range of each embodiment Only determined jointly by appended claims together with the complete equivalent scope that this kind of claim covers.Although shown herein and retouch Stated some specific embodiments, but it is to be understood that aim at identical purpose any arrangement can replace shown in it is specific real Apply example.The disclosure is intended to any and all modifications or change of each embodiment.Above-described embodiment and not specific herein The combination of the other embodiments of description will be that those skilled in the art is obvious when reading above description.

Claims (10)

1. a kind of system, including：

One or more computer processors；And

The one or more modules being integrated in social networking system, one or more of module configurations are one or more of Computer processor is to execute the operation included the following steps：

For the list of the preferred job vacancy of member's selection predetermined quantity of the social networking system, the selection base of the list It is assessed in for initial relevance of the member to each of the multiple job vacancies announced on the social networking system；

The list is transmitted to the device of user to present in the dynamic user interface of described device, the dynamic is used Family interface allow the member to browse and provide the preferred job vacancy of each predetermined quantity list it is related to the member's The reason of instruction and the instruction of property；

The instruction of correlation and reason is provided based on the member, generates the phase of the modification to each of the multiple job vacancy The assessment of closing property, the relevance evaluation of the modification include instruction modification and the multiple job vacancy based on correlation and reason The relevant weight of one or more attributes；

The relevance evaluation of the modification is applied in real time, and the application of the relevance evaluation of the modification includes modifying for the member The list of the preferred job vacancy of the predetermined quantity and by the list of the modification be transmitted to the device of the user with It is presented in the dynamic user interface.

2. the system as claimed in claim 1, wherein the selection of the list is based on associated with each preferred job vacancy More than the relevance scores of initial relevance threshold value.

3. system as claimed in claim 2, wherein the initial relevance threshold value is based in some time cycle being more than minimum The mobility of the preferred position of mobility amount to determine for the member.

4. system as claimed in claim 2, wherein the initial relevance threshold value is based on positive/negative feedback ratio.

5. the system as claimed in claim 1, wherein described the reason is that being based in other users interface to the social networks What other members of system offered is selected and is presented multiple in the user interface by rank order the reason of selection before One in reason.

6. the system as claimed in claim 1, wherein one or more of attributes include emolument or geographical location.

7. the system as claimed in claim 1, wherein the selection of the predetermined list executes repeatedly according to scheduled timetable.

8. a kind of method, including：

For the list of the preferred job vacancy of member's selection predetermined quantity of the social networking system, the selection base of the list It is assessed in for initial relevance of the member to each of the multiple job vacancies announced on the social networking system；

The list is transmitted to the device of user to present in the dynamic user interface of described device, the dynamic is used Family interface allow the member to browse and provide the preferred job vacancy of each predetermined quantity list it is related to the member's The reason of instruction and the instruction of property；

The instruction of correlation and reason is provided based on the member, generates the phase of the modification to each of the multiple job vacancy The assessment of closing property, the relevance evaluation of the modification include instruction modification and the multiple job vacancy based on correlation and reason The relevant weight of one or more attributes；

The relevance evaluation of the modification is applied in real time, and the application of the relevance evaluation of the modification includes modifying for the member The list of the preferred job vacancy of the predetermined quantity and by the list of the modification be transmitted to the device of the user with It is presented in the dynamic user interface.

9. method according to claim 8, wherein the selection of the list is based on associated with each preferred job vacancy More than the relevance scores of initial relevance threshold value.

10. a kind of nonvolatile machine readable storage medium comprising instruction, described instruction are run by one or more processors When so that one or more of processors is executed the operation included the following steps：

For the list of the preferred job vacancy of member's selection predetermined quantity of the social networking system, the selection base of the list It is assessed in for initial relevance of the member to each of the multiple job vacancies announced on the social networking system；

The list is transmitted to the device of user to present in the dynamic user interface of described device, the dynamic is used Family interface allow the member to browse and provide the preferred job vacancy of each predetermined quantity list it is related to the member's The reason of instruction and the instruction of property；

The instruction of correlation and reason is provided based on the member, generates the phase of the modification to each of the multiple job vacancy The assessment of closing property, the relevance evaluation of the modification include instruction modification and the multiple job vacancy based on correlation and reason The relevant weight of one or more attributes；

The relevance evaluation of the modification is applied in real time, and the application of the relevance evaluation of the modification includes modifying for the member The list of the preferred job vacancy of the predetermined quantity and by the list of the modification be transmitted to the device of the user with It is presented in the dynamic user interface.